Pandas Profiling Report

Dataset statistics

Number of variables	24
Number of observations	5453
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1022.6 KiB
Average record size in memory	192.0 B

Variable types

Numeric	24

Alerts

`Churches` is highly overall correlated with `View Points` and 2 other fields	High correlation
`Parks` is highly overall correlated with `Theatres`	High correlation
`Theatres` is highly overall correlated with `Parks` and 1 other fields	High correlation
`Museums` is highly overall correlated with `Theatres`	High correlation
`Zoo` is highly overall correlated with `Restaurants` and 1 other fields	High correlation
`Restaurants` is highly overall correlated with `Zoo` and 1 other fields	High correlation
`Bars` is highly overall correlated with `Zoo` and 2 other fields	High correlation
`Local Services` is highly overall correlated with `Bars` and 1 other fields	High correlation
`Fast Food` is highly overall correlated with `Local Services` and 1 other fields	High correlation
`Lodgings` is highly overall correlated with `Fast Food` and 1 other fields	High correlation
`Juice Bars` is highly overall correlated with `Lodgings`	High correlation
`Dance Clubs` is highly overall correlated with `Swimming Pools`	High correlation
`Swimming Pools` is highly overall correlated with `Dance Clubs` and 2 other fields	High correlation
`Gyms` is highly overall correlated with `Swimming Pools` and 2 other fields	High correlation
`Bakeries` is highly overall correlated with `Swimming Pools` and 2 other fields	High correlation
`Spas` is highly overall correlated with `Gyms` and 1 other fields	High correlation
`View Points` is highly overall correlated with `Churches` and 2 other fields	High correlation
`Monuments` is highly overall correlated with `Churches` and 2 other fields	High correlation
`Gardens` is highly overall correlated with `Churches` and 2 other fields	High correlation
`Churches` has 193 (3.5%) zeros	Zeros
`Resorts` has 88 (1.6%) zeros	Zeros
`Dance Clubs` has 112 (2.1%) zeros	Zeros
`Swimming Pools` has 478 (8.8%) zeros	Zeros
`Gyms` has 1015 (18.6%) zeros	Zeros
`Bakeries` has 1045 (19.2%) zeros	Zeros
`Spas` has 893 (16.4%) zeros	Zeros
`Cafes` has 601 (11.0%) zeros	Zeros
`View Points` has 343 (6.3%) zeros	Zeros
`Monuments` has 300 (5.5%) zeros	Zeros
`Gardens` has 223 (4.1%) zeros	Zeros

Reproduction

Analysis started	2023-08-20 09:43:34.165397
Analysis finished	2023-08-20 09:45:32.263508
Duration	1 minute and 58.1 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

Churches
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	281
Distinct (%)	5.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.4563268

Minimum	0
Maximum	5
Zeros	193
Zeros (%)	3.5%
Negative	0
Negative (%)	0.0%
Memory size	42.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0.55
Q1	0.92
median	1.34
Q3	1.81
95-th percentile	2.64
Maximum	5
Range	5
Interquartile range (IQR)	0.89

Descriptive statistics

Standard deviation	0.8273449
Coefficient of variation (CV)	0.56810388
Kurtosis	4.7679342
Mean	1.4563268
Median Absolute Deviation (MAD)	0.44
Skewness	1.6688897
Sum	7941.35
Variance	0.68449958
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	193	3.5%
1.37	90	1.7%
1.3	77	1.4%
1.34	74	1.4%
1.36	73	1.3%
1.38	70	1.3%
1.31	68	1.2%
5	67	1.2%
1.39	64	1.2%
1.35	63	1.2%
Other values (271)	4614	84.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	193	3.5%
0.5	10	0.2%
0.51	17	0.3%
0.52	17	0.3%
0.53	12	0.2%
0.54	17	0.3%
0.55	23	0.4%
0.56	19	0.3%
0.57	37	0.7%
0.58	18	0.3%

Value	Count	Frequency (%)
5	67	1.2%
4.87	1	< 0.1%
4.86	1	< 0.1%
4.85	6	0.1%
4.78	1	< 0.1%
4.7	1	< 0.1%
4.67	1	< 0.1%
4.65	1	< 0.1%
4.64	1	< 0.1%
4.63	1	< 0.1%

Resorts
Real number (ℝ)

ZEROS

Distinct	340
Distinct (%)	6.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.3207812

Minimum	0
Maximum	5
Zeros	88
Zeros (%)	1.6%
Negative	0
Negative (%)	0.0%
Memory size	42.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0.646
Q1	1.36
median	1.91
Q3	2.69
95-th percentile	5
Maximum	5
Range	5
Interquartile range (IQR)	1.33

Descriptive statistics

Standard deviation	1.4210379
Coefficient of variation (CV)	0.61231014
Kurtosis	-0.39833789
Mean	2.3207812
Median Absolute Deviation (MAD)	0.62
Skewness	0.88432103
Sum	12655.22
Variance	2.0193487
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5	880	16.1%
1.42	92	1.7%
1.41	89	1.6%
0	88	1.6%
1.37	65	1.2%
1.38	64	1.2%
2.64	61	1.1%
1.39	60	1.1%
1.4	55	1.0%
1.44	55	1.0%
Other values (330)	3944	72.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	88	1.6%
0.5	10	0.2%
0.51	20	0.4%
0.52	8	0.1%
0.53	17	0.3%
0.54	10	0.2%
0.55	10	0.2%
0.56	6	0.1%
0.57	13	0.2%
0.58	16	0.3%

Value	Count	Frequency (%)
5	880	16.1%
4.95	3	0.1%
4.94	4	0.1%
4.93	4	0.1%
4.92	5	0.1%
4.9	2	< 0.1%
4.89	2	< 0.1%
4.88	9	0.2%
4.87	11	0.2%
4.86	12	0.2%

Beaches
Real number (ℝ)

Distinct	328
Distinct (%)	6.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.488852

Minimum	0
Maximum	5
Zeros	4
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	42.7 KiB

Quantile statistics

Minimum	0
5-th percentile	1.31
Q1	1.54
median	2.06
Q3	2.74
95-th percentile	5
Maximum	5
Range	5
Interquartile range (IQR)	1.2

Descriptive statistics

Standard deviation	1.2475203
Coefficient of variation (CV)	0.50124328
Kurtosis	-0.11239775
Mean	2.488852
Median Absolute Deviation (MAD)	0.57
Skewness	1.0858421
Sum	13571.71
Variance	1.556307
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5	812	14.9%
1.42	112	2.1%
1.41	79	1.4%
1.43	74	1.4%
1.44	69	1.3%
2.62	64	1.2%
1.45	61	1.1%
1.37	59	1.1%
1.83	55	1.0%
2.61	53	1.0%
Other values (318)	4015	73.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4	0.1%
0.5	2	< 0.1%
0.52	7	0.1%
0.53	3	0.1%
0.54	1	< 0.1%
0.57	1	< 0.1%
0.58	1	< 0.1%
0.59	1	< 0.1%
0.6	1	< 0.1%
0.61	2	< 0.1%

Value	Count	Frequency (%)
5	812	14.9%
4.96	2	< 0.1%
4.95	4	0.1%
4.94	2	< 0.1%
4.93	4	0.1%
4.92	3	0.1%
4.79	3	0.1%
4.78	3	0.1%
4.77	12	0.2%
4.76	15	0.3%

Parks
Real number (ℝ)

HIGH CORRELATION

Distinct	293
Distinct (%)	5.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.7968953

Minimum	0.83
Maximum	5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	42.7 KiB

Quantile statistics

Minimum	0.83
5-th percentile	1.36
Q1	1.73
median	2.46
Q3	4.1
95-th percentile	5
Maximum	5
Range	4.17
Interquartile range (IQR)	2.37

Descriptive statistics

Standard deviation	1.3093229
Coefficient of variation (CV)	0.4681344
Kurtosis	-0.9795015
Mean	2.7968953
Median Absolute Deviation (MAD)	0.8
Skewness	0.70698601
Sum	15251.47
Variance	1.7143264
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5	1067	19.6%
2.63	111	2.0%
1.43	71	1.3%
2.62	64	1.2%
1.46	62	1.1%
1.39	60	1.1%
1.41	59	1.1%
1.42	58	1.1%
1.45	57	1.0%
1.4	53	1.0%
Other values (283)	3791	69.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.83	1	< 0.1%
0.85	1	< 0.1%
0.86	1	< 0.1%
0.88	1	< 0.1%
0.9	1	< 0.1%
1.13	1	< 0.1%
1.14	4	0.1%
1.15	6	0.1%
1.16	1	< 0.1%
1.17	1	< 0.1%

Value	Count	Frequency (%)
5	1067	19.6%
4.97	2	< 0.1%
4.96	2	< 0.1%
4.94	5	0.1%
4.93	2	< 0.1%
4.79	10	0.2%
4.78	9	0.2%
4.77	8	0.1%
4.76	3	0.1%
4.75	3	0.1%

Theatres
Real number (ℝ)

HIGH CORRELATION

Distinct	316
Distinct (%)	5.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.9584742

Minimum	1.12
Maximum	5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	42.7 KiB

Quantile statistics

Minimum	1.12
5-th percentile	1.39
Q1	1.77
median	2.67
Q3	4.31
95-th percentile	5
Maximum	5
Range	3.88
Interquartile range (IQR)	2.54

Descriptive statistics

Standard deviation	1.3386919
Coefficient of variation (CV)	0.45249402
Kurtosis	-1.2648107
Mean	2.9584742
Median Absolute Deviation (MAD)	0.99
Skewness	0.48772183
Sum	16132.56
Variance	1.792096
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5	1232	22.6%
2.65	80	1.5%
2.64	64	1.2%
2.66	64	1.2%
1.45	62	1.1%
1.44	56	1.0%
1.99	52	1.0%
3.25	48	0.9%
2.02	47	0.9%
1.42	47	0.9%
Other values (306)	3701	67.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.12	5	0.1%
1.13	4	0.1%
1.14	9	0.2%
1.15	6	0.1%
1.16	4	0.1%
1.17	3	0.1%
1.18	1	< 0.1%
1.24	8	0.1%
1.25	15	0.3%
1.26	19	0.3%

Value	Count	Frequency (%)
5	1232	22.6%
4.98	8	0.1%
4.97	1	< 0.1%
4.96	2	< 0.1%
4.95	6	0.1%
4.94	1	< 0.1%
4.9	3	0.1%
4.89	5	0.1%
4.84	1	< 0.1%
4.81	5	0.1%

Museums
Real number (ℝ)

HIGH CORRELATION

Distinct	310
Distinct (%)	5.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.893367

Minimum	1.11
Maximum	5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	42.7 KiB

Quantile statistics

Minimum	1.11
5-th percentile	1.37
Q1	1.79
median	2.68
Q3	3.84
95-th percentile	5
Maximum	5
Range	3.89
Interquartile range (IQR)	2.05

Descriptive statistics

Standard deviation	1.2822826
Coefficient of variation (CV)	0.4431801
Kurtosis	-1.0712493
Mean	2.893367
Median Absolute Deviation (MAD)	0.9
Skewness	0.55834835
Sum	15777.53
Variance	1.6442488
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5	1044	19.1%
3.24	98	1.8%
3.25	82	1.5%
3.21	74	1.4%
1.78	67	1.2%
1.42	63	1.2%
3.2	62	1.1%
3.22	57	1.0%
3.18	55	1.0%
1.45	52	1.0%
Other values (300)	3799	69.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.11	2	< 0.1%
1.12	5	0.1%
1.13	3	0.1%
1.14	16	0.3%
1.15	6	0.1%
1.16	3	0.1%
1.17	4	0.1%
1.18	2	< 0.1%
1.19	1	< 0.1%
1.2	1	< 0.1%

Value	Count	Frequency (%)
5	1044	19.1%
4.98	1	< 0.1%
4.97	1	< 0.1%
4.96	1	< 0.1%
4.83	2	< 0.1%
4.82	6	0.1%
4.81	2	< 0.1%
4.8	1	< 0.1%
4.79	4	0.1%
4.78	7	0.1%

Malls
Real number (ℝ)

Distinct	284
Distinct (%)	5.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.3511333

Minimum	1.12
Maximum	5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	42.7 KiB

Quantile statistics

Minimum	1.12
5-th percentile	1.36
Q1	1.93
median	3.23
Q3	5
95-th percentile	5
Maximum	5
Range	3.88
Interquartile range (IQR)	3.07

Descriptive statistics

Standard deviation	1.4133013
Coefficient of variation (CV)	0.4217383
Kurtosis	-1.6042754
Mean	3.3511333
Median Absolute Deviation (MAD)	1.6
Skewness	0.0179285
Sum	18273.73
Variance	1.9974205
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5	1938	35.5%
3.24	172	3.2%
3.23	106	1.9%
3.22	98	1.8%
3.21	83	1.5%
3.26	76	1.4%
3.27	74	1.4%
3.25	70	1.3%
1.87	61	1.1%
3.2	59	1.1%
Other values (274)	2716	49.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.12	2	< 0.1%
1.13	7	0.1%
1.14	3	0.1%
1.15	16	0.3%
1.16	7	0.1%
1.17	5	0.1%
1.18	4	0.1%
1.19	4	0.1%
1.2	4	0.1%
1.21	1	< 0.1%

Value	Count	Frequency (%)
5	1938	35.5%
4.99	2	< 0.1%
4.98	6	0.1%
4.97	1	< 0.1%
4.91	3	0.1%
4.9	1	< 0.1%
4.89	1	< 0.1%
4.88	2	< 0.1%
4.87	1	< 0.1%
4.85	4	0.1%

Zoo
Real number (ℝ)

HIGH CORRELATION

Distinct	334
Distinct (%)	6.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.5411003

Minimum	0.86
Maximum	5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	42.7 KiB

Quantile statistics

Minimum	0.86
5-th percentile	1.28
Q1	1.62
median	2.17
Q3	3.19
95-th percentile	5
Maximum	5
Range	4.14
Interquartile range (IQR)	1.57

Descriptive statistics

Standard deviation	1.1115624
Coefficient of variation (CV)	0.4374335
Kurtosis	-0.35823323
Mean	2.5411003
Median Absolute Deviation (MAD)	0.71
Skewness	0.77231855
Sum	13856.62
Variance	1.235571
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5	417	7.6%
3.23	58	1.1%
1.53	57	1.0%
1.56	52	1.0%
1.73	50	0.9%
3.25	49	0.9%
1.33	49	0.9%
1.72	46	0.8%
1.84	46	0.8%
1.41	44	0.8%
Other values (324)	4585	84.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.86	3	0.1%
0.87	3	0.1%
0.88	7	0.1%
0.89	10	0.2%
0.9	9	0.2%
0.91	5	0.1%
0.92	1	< 0.1%
0.93	5	0.1%
0.94	1	< 0.1%
0.95	4	0.1%

Value	Count	Frequency (%)
5	417	7.6%
4.82	2	< 0.1%
4.79	3	0.1%
4.78	2	< 0.1%
4.77	2	< 0.1%
4.76	1	< 0.1%
4.74	1	< 0.1%
4.72	1	< 0.1%
4.6	2	< 0.1%
4.59	1	< 0.1%

Restaurants
Real number (ℝ)

HIGH CORRELATION

Distinct	353
Distinct (%)	6.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.1264808

Minimum	0.84
Maximum	5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	42.7 KiB

Quantile statistics

Minimum	0.84
5-th percentile	1.35
Q1	1.8
median	2.8
Q3	5
95-th percentile	5
Maximum	5
Range	4.16
Interquartile range (IQR)	3.2

Descriptive statistics

Standard deviation	1.3570042
Coefficient of variation (CV)	0.43403566
Kurtosis	-1.3858146
Mean	3.1264808
Median Absolute Deviation (MAD)	1.13
Skewness	0.27273328
Sum	17048.7
Variance	1.8414603
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5	1474	27.0%
1.81	55	1.0%
1.54	48	0.9%
2.59	47	0.9%
2.79	47	0.9%
1.58	46	0.8%
1.78	45	0.8%
2.66	43	0.8%
1.59	42	0.8%
1.56	42	0.8%
Other values (343)	3564	65.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.84	1	< 0.1%
0.85	1	< 0.1%
0.86	2	< 0.1%
0.87	3	0.1%
0.88	7	0.1%
0.89	5	0.1%
0.9	7	0.1%
0.91	4	0.1%
0.92	1	< 0.1%
0.93	3	0.1%

Value	Count	Frequency (%)
5	1474	27.0%
4.96	5	0.1%
4.95	8	0.1%
4.94	5	0.1%
4.93	3	0.1%
4.92	5	0.1%
4.91	4	0.1%
4.9	7	0.1%
4.89	3	0.1%
4.88	6	0.1%

Bars
Real number (ℝ)

HIGH CORRELATION

Distinct	332
Distinct (%)	6.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.8323858

Minimum	0.81
Maximum	5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	42.7 KiB

Quantile statistics

Minimum	0.81
5-th percentile	1.186
Q1	1.64
median	2.68
Q3	3.53
95-th percentile	5
Maximum	5
Range	4.19
Interquartile range (IQR)	1.89

Descriptive statistics

Standard deviation	1.3076916
Coefficient of variation (CV)	0.4616926
Kurtosis	-0.93331519
Mean	2.8323858
Median Absolute Deviation (MAD)	1.02
Skewness	0.52374416
Sum	15445
Variance	1.7100573
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5	1064	19.5%
1.56	86	1.6%
2.59	73	1.3%
2.81	68	1.2%
2.8	65	1.2%
1.55	63	1.2%
1.54	56	1.0%
2.79	48	0.9%
1.57	47	0.9%
2.83	46	0.8%
Other values (322)	3837	70.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.81	2	< 0.1%
0.82	7	0.1%
0.83	16	0.3%
0.84	10	0.2%
0.85	8	0.1%
0.86	11	0.2%
0.87	5	0.1%
0.88	6	0.1%
0.89	5	0.1%
0.9	6	0.1%

Value	Count	Frequency (%)
5	1064	19.5%
4.97	1	< 0.1%
4.96	12	0.2%
4.95	16	0.3%
4.94	22	0.4%
4.93	6	0.1%
4.5	2	< 0.1%
4.49	1	< 0.1%
4.48	1	< 0.1%
4.42	1	< 0.1%

Local Services
Real number (ℝ)

HIGH CORRELATION

Distinct	295
Distinct (%)	5.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.549316

Minimum	0.78
Maximum	5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	42.7 KiB

Quantile statistics

Minimum	0.78
5-th percentile	0.88
Q1	1.58
median	2
Q3	3.21
95-th percentile	5
Maximum	5
Range	4.22
Interquartile range (IQR)	1.63

Descriptive statistics

Standard deviation	1.3817335
Coefficient of variation (CV)	0.54200168
Kurtosis	-0.71993703
Mean	2.549316
Median Absolute Deviation (MAD)	0.67
Skewness	0.81715438
Sum	13901.42
Variance	1.9091876
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5	1045	19.2%
1.56	80	1.5%
1.58	75	1.4%
1.76	67	1.2%
1.75	66	1.2%
1.72	63	1.2%
1.57	55	1.0%
2.8	54	1.0%
0.84	53	1.0%
1.61	52	1.0%
Other values (285)	3843	70.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.78	1	< 0.1%
0.79	9	0.2%
0.8	11	0.2%
0.81	16	0.3%
0.82	41	0.8%
0.83	35	0.6%
0.84	53	1.0%
0.85	29	0.5%
0.86	33	0.6%
0.87	18	0.3%

Value	Count	Frequency (%)
5	1045	19.2%
4.98	2	< 0.1%
4.97	3	0.1%
4.96	3	0.1%
4.95	5	0.1%
4.94	6	0.1%
4.09	2	< 0.1%
4.08	1	< 0.1%
4.06	11	0.2%
4.05	12	0.2%

Fast Food
Real number (ℝ)

HIGH CORRELATION

Distinct	285
Distinct (%)	5.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.0777114

Minimum	0.78
Maximum	5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	42.7 KiB

Quantile statistics

Minimum	0.78
5-th percentile	0.83
Q1	1.29
median	1.69
Q3	2.28
95-th percentile	5
Maximum	5
Range	4.22
Interquartile range (IQR)	0.99

Descriptive statistics

Standard deviation	1.248902
Coefficient of variation (CV)	0.60109506
Kurtosis	0.82527833
Mean	2.0777114
Median Absolute Deviation (MAD)	0.49
Skewness	1.3888497
Sum	11329.76
Variance	1.5597563
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5	591	10.8%
0.83	116	2.1%
1.56	92	1.7%
1.73	89	1.6%
0.82	80	1.5%
1.59	75	1.4%
1.57	75	1.4%
0.85	73	1.3%
1.74	72	1.3%
1.71	64	1.2%
Other values (275)	4126	75.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.78	15	0.3%
0.79	36	0.7%
0.8	43	0.8%
0.81	60	1.1%
0.82	80	1.5%
0.83	116	2.1%
0.84	63	1.2%
0.85	73	1.3%
0.86	51	0.9%
0.87	60	1.1%

Value	Count	Frequency (%)
5	591	10.8%
4.99	1	< 0.1%
4.98	2	< 0.1%
4.97	1	< 0.1%
4.92	1	< 0.1%
4.9	3	0.1%
4.89	1	< 0.1%
4.88	5	0.1%
4.87	5	0.1%
4.86	4	0.1%

Lodgings
Real number (ℝ)

HIGH CORRELATION

Distinct	273
Distinct (%)	5.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.1251348

Minimum	0.77
Maximum	5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	42.7 KiB

Quantile statistics

Minimum	0.77
5-th percentile	0.82
Q1	1.19
median	1.61
Q3	2.36
95-th percentile	5
Maximum	5
Range	4.23
Interquartile range (IQR)	1.17

Descriptive statistics

Standard deviation	1.4063682
Coefficient of variation (CV)	0.66177833
Kurtosis	0.11810398
Mean	2.1251348
Median Absolute Deviation (MAD)	0.52
Skewness	1.2646043
Sum	11588.36
Variance	1.9778714
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5	897	16.4%
0.83	97	1.8%
0.81	94	1.7%
0.85	93	1.7%
0.84	85	1.6%
1.59	81	1.5%
0.82	81	1.5%
1.74	67	1.2%
1.73	65	1.2%
0.87	63	1.2%
Other values (263)	3830	70.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.77	4	0.1%
0.78	49	0.9%
0.79	62	1.1%
0.8	28	0.5%
0.81	94	1.7%
0.82	81	1.5%
0.83	97	1.8%
0.84	85	1.6%
0.85	93	1.7%
0.86	53	1.0%

Value	Count	Frequency (%)
5	897	16.4%
4.98	2	< 0.1%
4.96	1	< 0.1%
4.9	1	< 0.1%
4.6	3	0.1%
4.58	8	0.1%
4.5	1	< 0.1%
4.48	1	< 0.1%
3.96	1	< 0.1%
3.94	15	0.3%

Juice Bars
Real number (ℝ)

HIGH CORRELATION

Distinct	260
Distinct (%)	4.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.1905153

Minimum	0.76
Maximum	5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	42.7 KiB

Quantile statistics

Minimum	0.76
5-th percentile	0.8
Q1	1.03
median	1.49
Q3	2.74
95-th percentile	5
Maximum	5
Range	4.24
Interquartile range (IQR)	1.71

Descriptive statistics

Standard deviation	1.5766362
Coefficient of variation (CV)	0.71975585
Kurtosis	-0.64432068
Mean	2.1905153
Median Absolute Deviation (MAD)	0.56
Skewness	1.0338833
Sum	11944.88
Variance	2.4857817
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5	1153	21.1%
0.82	120	2.2%
0.78	113	2.1%
0.79	109	2.0%
0.8	102	1.9%
0.83	77	1.4%
0.84	71	1.3%
0.81	68	1.2%
0.86	65	1.2%
0.9	61	1.1%
Other values (250)	3514	64.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.76	9	0.2%
0.77	21	0.4%
0.78	113	2.1%
0.79	109	2.0%
0.8	102	1.9%
0.81	68	1.2%
0.82	120	2.2%
0.83	77	1.4%
0.84	71	1.3%
0.85	58	1.1%

Value	Count	Frequency (%)
5	1153	21.1%
4.99	2	< 0.1%
4.98	5	0.1%
4.97	1	< 0.1%
4.9	2	< 0.1%
4.28	5	0.1%
4.27	10	0.2%
4.26	3	0.1%
4.25	5	0.1%
4.2	1	< 0.1%

Art Galleries
Real number (ℝ)

Distinct	298
Distinct (%)	5.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.2062259

Minimum	0
Maximum	5
Zeros	4
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	42.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0.77
Q1	0.86
median	1.33
Q3	4.44
95-th percentile	5
Maximum	5
Range	5
Interquartile range (IQR)	3.58

Descriptive statistics

Standard deviation	1.7159939
Coefficient of variation (CV)	0.77779607
Kurtosis	-1.0496121
Mean	2.2062259
Median Absolute Deviation (MAD)	0.52
Skewness	0.86403211
Sum	12030.55
Variance	2.9446349
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5	1320	24.2%
0.79	166	3.0%
0.78	152	2.8%
0.77	133	2.4%
0.81	123	2.3%
0.8	121	2.2%
0.85	105	1.9%
0.83	102	1.9%
0.82	85	1.6%
0.88	72	1.3%
Other values (288)	3074	56.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4	0.1%
0.5	4	0.1%
0.51	9	0.2%
0.53	1	< 0.1%
0.54	2	< 0.1%
0.55	13	0.2%
0.56	4	0.1%
0.57	22	0.4%
0.58	24	0.4%
0.59	19	0.3%

Value	Count	Frequency (%)
5	1320	24.2%
4.92	3	0.1%
4.91	4	0.1%
4.9	10	0.2%
4.89	1	< 0.1%
4.88	1	< 0.1%
4.87	1	< 0.1%
4.86	1	< 0.1%
4.85	1	< 0.1%
4.84	4	0.1%

Dance Clubs
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	221
Distinct (%)	4.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.19287

Minimum	0
Maximum	5
Zeros	112
Zeros (%)	2.1%
Negative	0
Negative (%)	0.0%
Memory size	42.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0.53
Q1	0.69
median	0.8
Q3	1.16
95-th percentile	5
Maximum	5
Range	5
Interquartile range (IQR)	0.47

Descriptive statistics

Standard deviation	1.1072363
Coefficient of variation (CV)	0.92821206
Kurtosis	6.3320282
Mean	1.19287
Median Absolute Deviation (MAD)	0.18
Skewness	2.693697
Sum	6504.72
Variance	1.2259722
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5	335	6.1%
0.75	175	3.2%
0.78	167	3.1%
0.76	161	3.0%
0.79	155	2.8%
0.77	154	2.8%
0.8	150	2.8%
0.81	140	2.6%
0	112	2.1%
0.74	107	2.0%
Other values (211)	3797	69.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	112	2.1%
0.5	6	0.1%
0.51	59	1.1%
0.52	36	0.7%
0.53	85	1.6%
0.54	97	1.8%
0.55	79	1.4%
0.56	49	0.9%
0.57	73	1.3%
0.58	61	1.1%

Value	Count	Frequency (%)
5	335	6.1%
4.7	1	< 0.1%
4.69	2	< 0.1%
4.68	2	< 0.1%
4.67	1	< 0.1%
4.66	3	0.1%
4.65	1	< 0.1%
4.63	1	< 0.1%
4.6	1	< 0.1%
4.59	3	0.1%

Swimming Pools
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	190
Distinct (%)	3.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.94948652

Minimum	0
Maximum	5
Zeros	478
Zeros (%)	8.8%
Negative	0
Negative (%)	0.0%
Memory size	42.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.58
median	0.74
Q3	0.91
95-th percentile	3.026
Maximum	5
Range	5
Interquartile range (IQR)	0.33

Descriptive statistics

Standard deviation	0.97369784
Coefficient of variation (CV)	1.0254994
Kurtosis	10.820338
Mean	0.94948652
Median Absolute Deviation (MAD)	0.16
Skewness	3.2659766
Sum	5177.55
Variance	0.94808748
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	478	8.8%
5	244	4.5%
0.51	160	2.9%
0.74	137	2.5%
0.75	129	2.4%
0.58	125	2.3%
0.52	119	2.2%
0.6	113	2.1%
0.53	110	2.0%
0.59	109	2.0%
Other values (180)	3729	68.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	478	8.8%
0.5	95	1.7%
0.51	160	2.9%
0.52	119	2.2%
0.53	110	2.0%
0.54	98	1.8%
0.55	93	1.7%
0.56	74	1.4%
0.57	72	1.3%
0.58	125	2.3%

Value	Count	Frequency (%)
5	244	4.5%
4.15	1	< 0.1%
3.82	1	< 0.1%
3.8	1	< 0.1%
3.79	1	< 0.1%
3.78	1	< 0.1%
3.74	1	< 0.1%
3.72	2	< 0.1%
3.65	1	< 0.1%
3.45	1	< 0.1%

Gyms
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	167
Distinct (%)	3.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.82194939

Minimum	0
Maximum	5
Zeros	1015
Zeros (%)	18.6%
Negative	0
Negative (%)	0.0%
Memory size	42.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.53
median	0.69
Q3	0.84
95-th percentile	2.424
Maximum	5
Range	5
Interquartile range (IQR)	0.31

Descriptive statistics

Standard deviation	0.94635118
Coefficient of variation (CV)	1.1513497
Kurtosis	11.749229
Mean	0.82194939
Median Absolute Deviation (MAD)	0.15
Skewness	3.2874991
Sum	4482.09
Variance	0.89558055
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1015	18.6%
5	201	3.7%
0.58	151	2.8%
0.78	148	2.7%
0.74	123	2.3%
0.75	122	2.2%
0.77	116	2.1%
0.57	110	2.0%
0.52	108	2.0%
0.76	101	1.9%
Other values (157)	3258	59.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1015	18.6%
0.5	87	1.6%
0.51	101	1.9%
0.52	108	2.0%
0.53	91	1.7%
0.54	71	1.3%
0.55	73	1.3%
0.56	98	1.8%
0.57	110	2.0%
0.58	151	2.8%

Value	Count	Frequency (%)
5	201	3.7%
4.61	1	< 0.1%
4.59	2	< 0.1%
4.25	1	< 0.1%
4.23	1	< 0.1%
4.22	1	< 0.1%
4.21	2	< 0.1%
4.2	1	< 0.1%
4.19	1	< 0.1%
3.62	1	< 0.1%

Bakeries
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	218
Distinct (%)	4.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.97008436

Minimum	0
Maximum	5
Zeros	1045
Zeros (%)	19.2%
Negative	0
Negative (%)	0.0%
Memory size	42.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.52
median	0.69
Q3	0.86
95-th percentile	5
Maximum	5
Range	5
Interquartile range (IQR)	0.34

Descriptive statistics

Standard deviation	1.2042141
Coefficient of variation (CV)	1.2413499
Kurtosis	5.605347
Mean	0.97008436
Median Absolute Deviation (MAD)	0.17
Skewness	2.5096071
Sum	5289.87
Variance	1.4501316
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1045	19.2%
5	350	6.4%
0.51	145	2.7%
0.77	115	2.1%
0.57	114	2.1%
0.76	109	2.0%
0.79	109	2.0%
0.75	100	1.8%
0.78	97	1.8%
0.59	96	1.8%
Other values (208)	3173	58.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1045	19.2%
0.5	89	1.6%
0.51	145	2.7%
0.52	94	1.7%
0.53	81	1.5%
0.54	86	1.6%
0.55	95	1.7%
0.56	86	1.6%
0.57	114	2.1%
0.58	88	1.6%

Value	Count	Frequency (%)
5	350	6.4%
4.66	1	< 0.1%
4.45	1	< 0.1%
4.44	1	< 0.1%
4.42	1	< 0.1%
4.41	13	0.2%
4.4	2	< 0.1%
4.39	1	< 0.1%
4.38	1	< 0.1%
4.28	1	< 0.1%

Spas
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	255
Distinct (%)	4.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.0006217

Minimum	0
Maximum	5
Zeros	893
Zeros (%)	16.4%
Negative	0
Negative (%)	0.0%
Memory size	42.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.54
median	0.69
Q3	0.86
95-th percentile	5
Maximum	5
Range	5
Interquartile range (IQR)	0.32

Descriptive statistics

Standard deviation	1.1939889
Coefficient of variation (CV)	1.1932471
Kurtosis	5.385129
Mean	1.0006217
Median Absolute Deviation (MAD)	0.16
Skewness	2.4653442
Sum	5456.39
Variance	1.4256096
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	893	16.4%
5	319	5.8%
0.57	146	2.7%
0.53	129	2.4%
0.73	119	2.2%
0.51	115	2.1%
0.78	102	1.9%
0.82	102	1.9%
0.54	97	1.8%
0.65	97	1.8%
Other values (245)	3334	61.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	893	16.4%
0.5	58	1.1%
0.51	115	2.1%
0.52	92	1.7%
0.53	129	2.4%
0.54	97	1.8%
0.55	77	1.4%
0.56	95	1.7%
0.57	146	2.7%
0.58	96	1.8%

Value	Count	Frequency (%)
5	319	5.8%
4.84	1	< 0.1%
4.83	1	< 0.1%
4.8	2	< 0.1%
4.76	3	0.1%
4.75	5	0.1%
4.74	1	< 0.1%
4.72	1	< 0.1%
4.71	5	0.1%
4.7	2	< 0.1%

Cafes
Real number (ℝ)

ZEROS

Distinct	230
Distinct (%)	4.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.96636897

Minimum	0
Maximum	5
Zeros	601
Zeros (%)	11.0%
Negative	0
Negative (%)	0.0%
Memory size	42.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.57
median	0.76
Q3	1
95-th percentile	2.63
Maximum	5
Range	5
Interquartile range (IQR)	0.43

Descriptive statistics

Standard deviation	0.92983293
Coefficient of variation (CV)	0.96219245
Kurtosis	8.6920671
Mean	0.96636897
Median Absolute Deviation (MAD)	0.21
Skewness	2.8165141
Sum	5269.61
Variance	0.86458927
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	601	11.0%
0.51	161	3.0%
0.52	149	2.7%
0.53	126	2.3%
0.79	117	2.1%
5	109	2.0%
0.77	102	1.9%
0.75	100	1.8%
0.8	99	1.8%
0.55	92	1.7%
Other values (220)	3797	69.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	601	11.0%
0.5	58	1.1%
0.51	161	3.0%
0.52	149	2.7%
0.53	126	2.3%
0.54	85	1.6%
0.55	92	1.7%
0.56	72	1.3%
0.57	72	1.3%
0.58	66	1.2%

Value	Count	Frequency (%)
5	109	2.0%
4.82	1	< 0.1%
4.81	1	< 0.1%
4.8	3	0.1%
4.78	1	< 0.1%
4.77	1	< 0.1%
4.7	2	< 0.1%
4.44	12	0.2%
4.43	9	0.2%
4.42	11	0.2%

View Points
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	343
Distinct (%)	6.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.7513075

Minimum	0
Maximum	5
Zeros	343
Zeros (%)	6.3%
Negative	0
Negative (%)	0.0%
Memory size	42.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.74
median	1.03
Q3	2.07
95-th percentile	5
Maximum	5
Range	5
Interquartile range (IQR)	1.33

Descriptive statistics

Standard deviation	1.5987942
Coefficient of variation (CV)	0.91291459
Kurtosis	-0.087607232
Mean	1.7513075
Median Absolute Deviation (MAD)	0.39
Skewness	1.206926
Sum	9549.88
Variance	2.5561429
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5	735	13.5%
0	343	6.3%
0.74	96	1.8%
0.78	85	1.6%
0.73	82	1.5%
0.77	79	1.4%
0.72	72	1.3%
0.9	72	1.3%
0.81	68	1.2%
0.76	68	1.2%
Other values (333)	3753	68.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	343	6.3%
0.5	26	0.5%
0.51	53	1.0%
0.52	48	0.9%
0.53	60	1.1%
0.54	43	0.8%
0.55	23	0.4%
0.56	24	0.4%
0.57	23	0.4%
0.58	65	1.2%

Value	Count	Frequency (%)
5	735	13.5%
4.86	3	0.1%
4.85	6	0.1%
4.84	17	0.3%
4.83	3	0.1%
4.82	2	< 0.1%
4.8	2	< 0.1%
4.79	1	< 0.1%
4.77	3	0.1%
4.76	4	0.1%

Monuments
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	308
Distinct (%)	5.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.5321071

Minimum	0
Maximum	5
Zeros	300
Zeros (%)	5.5%
Negative	0
Negative (%)	0.0%
Memory size	42.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.79
median	1.07
Q3	1.56
95-th percentile	5
Maximum	5
Range	5
Interquartile range (IQR)	0.77

Descriptive statistics

Standard deviation	1.3169068
Coefficient of variation (CV)	0.85953968
Kurtosis	1.8781675
Mean	1.5321071
Median Absolute Deviation (MAD)	0.32
Skewness	1.706349
Sum	8354.58
Variance	1.7342436
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5	457	8.4%
0	300	5.5%
1.07	118	2.2%
0.79	71	1.3%
0.89	67	1.2%
1.03	66	1.2%
0.86	65	1.2%
0.77	63	1.2%
0.8	61	1.1%
0.9	60	1.1%
Other values (298)	4125	75.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	300	5.5%
0.26	1	< 0.1%
0.5	18	0.3%
0.51	32	0.6%
0.52	30	0.6%
0.53	21	0.4%
0.54	28	0.5%
0.55	31	0.6%
0.56	11	0.2%
0.57	50	0.9%

Value	Count	Frequency (%)
5	457	8.4%
4.86	2	< 0.1%
4.84	5	0.1%
4.83	2	< 0.1%
4.77	4	0.1%
4.76	5	0.1%
4.75	3	0.1%
4.73	1	< 0.1%
4.71	1	< 0.1%
4.69	2	< 0.1%

Gardens
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	296
Distinct (%)	5.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.5613277

Minimum	0
Maximum	5
Zeros	223
Zeros (%)	4.1%
Negative	0
Negative (%)	0.0%
Memory size	42.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0.53
Q1	0.88
median	1.29
Q3	1.66
95-th percentile	5
Maximum	5
Range	5
Interquartile range (IQR)	0.78

Descriptive statistics

Standard deviation	1.1715899
Coefficient of variation (CV)	0.75038051
Kurtosis	3.0289147
Mean	1.5613277
Median Absolute Deviation (MAD)	0.4
Skewness	1.8740519
Sum	8513.92
Variance	1.3726229
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5	368	6.7%
0	223	4.1%
1.36	100	1.8%
1.38	69	1.3%
1.3	68	1.2%
1.09	68	1.2%
1.42	68	1.2%
1.08	67	1.2%
1.37	66	1.2%
0.88	62	1.1%
Other values (286)	4294	78.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	223	4.1%
0.5	6	0.1%
0.51	19	0.3%
0.52	22	0.4%
0.53	30	0.6%
0.54	26	0.5%
0.55	21	0.4%
0.56	15	0.3%
0.57	27	0.5%
0.58	20	0.4%

Value	Count	Frequency (%)
5	368	6.7%
4.87	3	0.1%
4.86	1	< 0.1%
4.85	8	0.1%
4.84	1	< 0.1%
4.83	2	< 0.1%
4.82	1	< 0.1%
4.8	1	< 0.1%
4.78	2	< 0.1%
4.77	3	0.1%

Auto

Heatmap
Table

	Churches	Resorts	Beaches	Parks	Theatres	Museums	Malls	Zoo	Restaurants	Bars	Local Services	Fast Food	Lodgings	Juice Bars	Art Galleries	Dance Clubs	Swimming Pools	Gyms	Bakeries	Spas	Cafes	View Points	Monuments	Gardens
Churches	1.000	0.374	0.246	0.189	0.126	-0.046	-0.302	-0.168	-0.348	-0.254	-0.229	-0.284	-0.232	-0.322	-0.121	0.283	0.247	0.217	0.150	0.184	0.329	0.535	0.648	0.745
Resorts	0.374	1.000	0.442	0.238	0.187	0.032	-0.157	-0.085	-0.172	-0.195	-0.208	-0.098	-0.145	-0.165	-0.128	0.018	0.114	0.163	0.151	0.230	0.289	0.191	0.248	0.285
Beaches	0.246	0.442	1.000	0.462	0.365	0.163	-0.138	-0.240	-0.320	-0.311	-0.211	-0.160	-0.082	-0.094	-0.128	0.016	0.033	0.045	0.064	0.097	0.140	0.165	0.214	0.205
Parks	0.189	0.238	0.462	1.000	0.703	0.435	-0.005	-0.087	-0.192	-0.199	-0.219	-0.228	-0.155	-0.245	-0.184	0.059	-0.126	-0.180	-0.211	-0.077	-0.028	0.239	0.200	0.199
Theatres	0.126	0.187	0.365	0.703	1.000	0.584	0.128	0.061	-0.115	-0.133	-0.199	-0.185	-0.118	-0.262	-0.260	-0.021	-0.181	-0.248	-0.284	-0.196	-0.082	0.138	0.141	0.140
Museums	-0.046	0.032	0.163	0.435	0.584	1.000	0.417	0.288	0.172	-0.005	-0.163	-0.132	-0.077	-0.127	-0.195	-0.190	-0.295	-0.326	-0.324	-0.237	-0.118	-0.030	0.004	-0.051
Malls	-0.302	-0.157	-0.138	-0.005	0.128	0.417	1.000	0.456	0.484	0.281	0.145	0.171	0.149	0.133	0.073	-0.341	-0.332	-0.307	-0.269	-0.185	-0.099	-0.291	-0.201	-0.318
Zoo	-0.168	-0.085	-0.240	-0.087	0.061	0.288	0.456	1.000	0.581	0.616	0.385	0.185	0.112	0.030	-0.071	-0.182	-0.316	-0.370	-0.394	-0.334	-0.258	-0.192	-0.122	-0.113
Restaurants	-0.348	-0.172	-0.320	-0.192	-0.115	0.172	0.484	0.581	1.000	0.587	0.301	0.134	0.128	0.126	0.117	-0.296	-0.387	-0.376	-0.325	-0.232	-0.132	-0.247	-0.238	-0.338
Bars	-0.254	-0.195	-0.311	-0.199	-0.133	-0.005	0.281	0.616	0.587	1.000	0.587	0.312	0.199	0.079	0.050	-0.106	-0.309	-0.371	-0.382	-0.326	-0.337	-0.207	-0.194	-0.221
Local Services	-0.229	-0.208	-0.211	-0.219	-0.199	-0.163	0.145	0.385	0.301	0.587	1.000	0.513	0.356	0.159	0.077	0.127	0.038	-0.104	-0.175	-0.299	-0.429	-0.251	-0.270	-0.179
Fast Food	-0.284	-0.098	-0.160	-0.228	-0.185	-0.132	0.171	0.185	0.134	0.312	0.513	1.000	0.568	0.417	0.212	-0.046	0.049	0.104	0.078	-0.053	-0.213	-0.428	-0.365	-0.322
Lodgings	-0.232	-0.145	-0.082	-0.155	-0.118	-0.077	0.149	0.112	0.128	0.199	0.356	0.568	1.000	0.615	0.278	-0.029	0.066	0.061	0.078	-0.046	-0.158	-0.301	-0.276	-0.220
Juice Bars	-0.322	-0.165	-0.094	-0.245	-0.262	-0.127	0.133	0.030	0.126	0.079	0.159	0.417	0.615	1.000	0.398	-0.107	-0.025	0.016	0.095	0.029	-0.065	-0.282	-0.318	-0.311
Art Galleries	-0.121	-0.128	-0.128	-0.184	-0.260	-0.195	0.073	-0.071	0.117	0.050	0.077	0.212	0.278	0.398	1.000	-0.017	-0.032	-0.045	-0.007	0.054	0.097	-0.026	-0.070	-0.173
Dance Clubs	0.283	0.018	0.016	0.059	-0.021	-0.190	-0.341	-0.182	-0.296	-0.106	0.127	-0.046	-0.029	-0.107	-0.017	1.000	0.503	0.291	0.114	0.004	-0.049	0.235	0.227	0.303
Swimming Pools	0.247	0.114	0.033	-0.126	-0.181	-0.295	-0.332	-0.316	-0.387	-0.309	0.038	0.049	0.066	-0.025	-0.032	0.503	1.000	0.693	0.538	0.312	0.076	0.139	0.163	0.271
Gyms	0.217	0.163	0.045	-0.180	-0.248	-0.326	-0.307	-0.370	-0.376	-0.371	-0.104	0.104	0.061	0.016	-0.045	0.291	0.693	1.000	0.791	0.572	0.216	0.041	0.106	0.172
Bakeries	0.150	0.151	0.064	-0.211	-0.284	-0.324	-0.269	-0.394	-0.325	-0.382	-0.175	0.078	0.078	0.095	-0.007	0.114	0.538	0.791	1.000	0.641	0.284	0.011	0.044	0.094
Spas	0.184	0.230	0.097	-0.077	-0.196	-0.237	-0.185	-0.334	-0.232	-0.326	-0.299	-0.053	-0.046	0.029	0.054	0.004	0.312	0.572	0.641	1.000	0.469	0.147	0.157	0.116
Cafes	0.329	0.289	0.140	-0.028	-0.082	-0.118	-0.099	-0.258	-0.132	-0.337	-0.429	-0.213	-0.158	-0.065	0.097	-0.049	0.076	0.216	0.284	0.469	1.000	0.430	0.440	0.314
View Points	0.535	0.191	0.165	0.239	0.138	-0.030	-0.291	-0.192	-0.247	-0.207	-0.251	-0.428	-0.301	-0.282	-0.026	0.235	0.139	0.041	0.011	0.147	0.430	1.000	0.621	0.577
Monuments	0.648	0.248	0.214	0.200	0.141	0.004	-0.201	-0.122	-0.238	-0.194	-0.270	-0.365	-0.276	-0.318	-0.070	0.227	0.163	0.106	0.044	0.157	0.440	0.621	1.000	0.703
Gardens	0.745	0.285	0.205	0.199	0.140	-0.051	-0.318	-0.113	-0.338	-0.221	-0.179	-0.322	-0.220	-0.311	-0.173	0.303	0.271	0.172	0.094	0.116	0.314	0.577	0.703	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	Resorts	Beaches	Parks	Theatres	Museums	Malls	Zoo	Restaurants	Bars	Local Services	Fast Food	Lodgings	Juice Bars	Art Galleries	Dance Clubs	Swimming Pools	Bakeries
0	0.00	3.63	3.65	5.0	2.92	5.00	2.35	2.33	2.64	1.70	1.69	1.70	1.72	1.74	0.59	0.5	0.5
1	0.00	3.63	3.65	5.0	2.92	5.00	2.64	2.33	2.65	1.70	1.69	1.70	1.72	1.74	0.59	0.5	0.5
2	0.50	3.63	3.63	5.0	2.92	5.00	2.35	2.33	2.64	1.73	1.69	1.70	1.72	1.74	0.59	0.5	0.5
3	0.00	3.63	3.63	5.0	2.92	5.00	2.64	2.33	2.64	1.70	1.69	1.70	1.72	1.74	0.59	0.5	0.5
4	0.00	3.63	3.63	5.0	2.92	5.00	2.63	2.33	2.65	1.71	1.69	1.69	1.72	1.74	0.59	0.5	0.5
5	5.00	3.63	3.63	5.0	2.92	3.03	2.35	2.33	2.64	1.73	1.68	1.69	1.71	1.75	0.59	0.5	0.5
6	5.00	3.63	3.63	5.0	2.92	5.00	2.63	2.33	2.64	1.70	1.68	1.69	1.71	1.74	0.60	0.5	0.5
7	5.00	3.64	3.64	5.0	2.92	3.03	2.62	2.32	2.63	1.71	1.67	1.68	1.70	0.75	0.60	0.0	0.5
8	5.00	3.64	3.64	5.0	2.92	5.00	2.35	2.32	2.63	1.69	1.67	1.67	1.70	0.74	0.59	0.0	0.0
9	0.53	3.65	3.67	5.0	2.92	5.00	2.61	2.32	2.63	1.67	1.66	1.67	1.69	0.74	0.59	0.0	0.0

	Churches	Resorts	Beaches	Parks	Theatres	Museums	Malls	Zoo	Restaurants	Bars	Local Services	Fast Food	Lodgings	Juice Bars	Art Galleries	Dance Clubs	Swimming Pools	Gyms	Bakeries	Spas	Cafes	View Points	Monuments	Gardens
5443	1.32	3.87	3.91	2.75	2.74	2.33	2.45	1.18	5.00	1.13	1.12	1.14	1.38	1.38	5.00	0.70	0.68	0.69	5.00	5.00	1.01	5.0	5.0	0.97
5444	4.59	3.88	3.92	2.76	2.74	2.33	2.45	1.16	5.00	1.11	1.10	1.12	1.36	1.36	5.00	0.69	0.68	0.69	0.76	5.00	1.01	5.0	5.0	5.00
5445	4.60	5.00	3.94	2.77	2.75	2.69	2.45	1.14	1.13	1.10	1.08	1.16	1.34	1.34	5.00	0.68	0.67	0.68	0.75	5.00	1.02	5.0	5.0	1.01
5446	1.65	3.93	3.96	2.77	2.76	2.34	2.44	1.13	1.79	1.08	1.06	1.15	1.32	1.32	5.00	0.67	0.66	0.67	0.75	5.00	1.03	5.0	5.0	1.59
5447	0.91	3.94	3.98	2.78	2.76	2.57	2.44	1.11	1.78	1.06	1.04	1.08	1.30	1.31	1.33	0.67	0.66	0.67	1.59	5.00	1.04	5.0	5.0	5.00
5448	0.91	5.00	4.00	2.79	2.77	2.57	2.43	1.09	1.77	1.04	1.02	1.06	1.29	1.29	5.00	0.66	0.65	0.66	0.69	5.00	1.05	5.0	5.0	1.56
5449	0.93	5.00	4.02	2.79	2.78	2.57	1.77	1.07	1.76	1.02	1.01	1.04	1.27	1.27	0.89	0.65	0.64	0.65	1.59	1.62	1.06	5.0	5.0	1.09
5450	0.94	5.00	4.03	2.80	2.78	2.57	1.75	1.05	1.75	1.00	0.99	1.00	1.08	1.25	0.87	0.65	0.63	0.64	0.74	5.00	1.07	5.0	5.0	1.11
5451	0.95	4.05	4.05	2.81	2.79	2.44	1.76	1.03	1.74	0.98	0.97	0.98	1.06	1.23	5.00	0.64	0.63	0.64	0.75	5.00	1.08	5.0	5.0	1.12
5452	0.95	4.07	5.00	2.82	2.80	2.57	2.42	1.02	1.74	0.96	0.95	0.96	1.01	1.21	0.85	0.64	0.62	0.63	0.78	5.00	1.08	5.0	5.0	1.17

Overview

Variables

Interactions

Correlations

Missing values

Sample